{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"]}, {"cell_type": "markdown", "metadata": {}, "source": ["# Python for Algorithmic Trading "]}, {"cell_type": "markdown", "metadata": {}, "source": ["**Chapter 08 &mdash; CFD Trading with Oanda**"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## The Oanda API"]}, {"cell_type": "markdown", "metadata": {}, "source": ["`pip install git+https://github.com/yhilpisch/tpqoa.git`"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": ["import tpqoa"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["api = tpqoa.tpqoa('../pyalgo.cfg')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Retrieving Historical Data"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Looking Up Instruments Available for Trading"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/plain": ["[('AUD/CAD', 'AUD_CAD'),\n", " ('AUD/CHF', 'AUD_CHF'),\n", " ('AUD/HKD', 'AUD_HKD'),\n", " ('AUD/JPY', 'AUD_JPY'),\n", " ('AUD/NZD', 'AUD_NZD'),\n", " ('AUD/SGD', 'AUD_SGD'),\n", " ('AUD/USD', 'AUD_USD'),\n", " ('Australia 200', 'AU200_AUD'),\n", " ('Brent Crude Oil', 'BCO_USD'),\n", " ('Bund', 'DE10YB_EUR'),\n", " ('CAD/CHF', 'CAD_CHF'),\n", " ('CAD/HKD', 'CAD_HKD'),\n", " ('CAD/JPY', 'CAD_JPY'),\n", " ('CAD/SGD', 'CAD_SGD'),\n", " ('CHF/HKD', 'CHF_HKD')]"]}, "execution_count": 3, "metadata": {}, "output_type": "execute_result"}], "source": ["api.get_instruments()[:15]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Backtesting a Momentum Strategy on Minute Bars"]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Help on method get_history in module tpqoa.tpqoa:\n", "\n", "get_history(instrument, start, end, granularity, price, localize=True) method of tpqoa.tpqoa.tpqoa instance\n", "    Retrieves historical data for instrument.\n", "    \n", "    Parameters\n", "    ==========\n", "    instrument: string\n", "        valid instrument name\n", "    start, end: datetime, str\n", "        Python datetime or string objects for start and end\n", "    granularity: string\n", "        a string like 'S5', 'M1' or 'D'\n", "    price: string\n", "        one of 'A' (ask), 'B' (bid) or 'M' (middle)\n", "    \n", "    Returns\n", "    =======\n", "    data: pd.DataFrame\n", "        pandas DataFrame object with data\n", "\n"]}], "source": ["help(api.get_history)"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": ["instrument = 'EUR_USD'\n", "start = '2020-05-27'\n", "end = '2020-05-29'\n", "granularity = 'M1'\n", "price = 'M'"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": ["data = api.get_history(instrument, start, end,\n", "                      granularity, price)"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["<class 'pandas.core.frame.DataFrame'>\n", "DatetimeIndex: 2822 entries, 2020-05-27 00:00:00 to 2020-05-28 23:59:00\n", "Data columns (total 6 columns):\n", " #   Column    Non-Null Count  Dtype  \n", "---  ------    --------------  -----  \n", " 0   o         2822 non-null   float64\n", " 1   h         2822 non-null   float64\n", " 2   l         2822 non-null   float64\n", " 3   c         2822 non-null   float64\n", " 4   volume    2822 non-null   int64  \n", " 5   complete  2822 non-null   bool   \n", "dtypes: bool(1), float64(4), int64(1)\n", "memory usage: 135.0 KB\n"]}], "source": ["data.info()"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>c</th>\n", "      <th>volume</th>\n", "    </tr>\n", "    <tr>\n", "      <th>time</th>\n", "      <th></th>\n", "      <th></th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>2020-05-27 00:00:00</th>\n", "      <td>1.09788</td>\n", "      <td>34</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2020-05-27 00:01:00</th>\n", "      <td>1.09776</td>\n", "      <td>31</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2020-05-27 00:02:00</th>\n", "      <td>1.09763</td>\n", "      <td>27</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2020-05-27 00:03:00</th>\n", "      <td>1.09764</td>\n", "      <td>25</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2020-05-27 00:04:00</th>\n", "      <td>1.09768</td>\n", "      <td>20</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                           c  volume\n", "time                                \n", "2020-05-27 00:00:00  1.09788      34\n", "2020-05-27 00:01:00  1.09776      31\n", "2020-05-27 00:02:00  1.09763      27\n", "2020-05-27 00:03:00  1.09764      25\n", "2020-05-27 00:04:00  1.09768      20"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["data[['c', 'volume']].head()"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": ["import numpy as np"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": ["data['returns'] = np.log(data['c'] / data['c'].shift(1))"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": ["cols = []"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": ["for momentum in [15, 30, 60, 120]:\n", "    col = 'position_{}'.format(momentum)\n", "    data[col] = np.sign(data['returns'].rolling(momentum).mean())\n", "    cols.append(col)"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": ["from pylab import plt\n", "plt.style.use('seaborn')\n", "import matplotlib as mpl\n", "mpl.rcParams['font.family'] = 'serif'"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": ["strats = ['returns']"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": ["for col in cols:\n", "    strat = 'strategy_{}'.format(col.split('_')[1])\n", "    data[strat] = data[col].shift(1) * data['returns']\n", "    strats.append(strat)"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 720x432 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["data[strats].dropna().cumsum(\n", "    ).apply(np.exp).plot(figsize=(10, 6));\n", "# plt.savefig('../../images/ch08/oanda_plot_1.png')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Factoring In Leverage and Margin"]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 720x432 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["data[strats].dropna().cumsum().apply(\n", "            lambda x: x * 20).apply(np.exp).plot(figsize=(10, 6));\n", "# plt.savefig('../../images/ch08/oanda_plot_2.png');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Working with Streaming Data"]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": ["instrument = 'EUR_USD'"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["2020-06-01T12:09:53.948885097Z 1.11147 1.11159\n", "2020-06-01T12:09:58.590777185Z 1.11149 1.11162\n", "2020-06-01T12:09:58.673870044Z 1.1115 1.11164\n", "2020-06-01T12:09:59.202511358Z 1.11152 1.11165\n", "2020-06-01T12:09:59.730651854Z 1.11151 1.11164\n", "2020-06-01T12:09:59.970253663Z 1.1115 1.11163\n", "2020-06-01T12:10:07.050565764Z 1.11148 1.11162\n", "2020-06-01T12:10:18.148637040Z 1.11151 1.11164\n", "2020-06-01T12:10:18.459492370Z 1.11152 1.11165\n", "2020-06-01T12:10:20.439281118Z 1.11153 1.11167\n"]}], "source": ["api.stream_data(instrument, stop=10)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Placing Orders"]}, {"cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Help on method create_order in module tpqoa.tpqoa:\n", "\n", "create_order(instrument, units, price=None, sl_distance=None, tsl_distance=None, tp_price=None, comment=None, touch=False, suppress=False, ret=False) method of tpqoa.tpqoa.tpqoa instance\n", "    Places order with Oanda.\n", "    \n", "    Parameters\n", "    ==========\n", "    instrument: string\n", "        valid instrument name\n", "    units: int\n", "        number of units of instrument to be bought\n", "        (positive int, eg 'units=50')\n", "        or to be sold (negative int, eg 'units=-100')\n", "    price: float\n", "        limit order price, touch order price\n", "    sl_distance: float\n", "        stop loss distance price, mandatory eg in Germany\n", "    tsl_distance: float\n", "        trailing stop loss distance\n", "    tp_price: float\n", "        take profit price to be used for the trade\n", "    comment: str\n", "        string\n", "    touch: boolean\n", "        market_if_touched order (requires price to be set)\n", "    suppress: boolean\n", "        whether to suppress print out\n", "    ret: boolean\n", "        whether to return the order object\n", "\n"]}], "source": ["help(api.create_order)"]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\n", "\n", " {'id': '903', 'time': '2020-06-01T12:10:20.832960817Z', 'userID': 13834683, 'accountID': '101-004-13834683-001', 'batchID': '902', 'requestID': '60716389480704559', 'type': 'ORDER_FILL', 'orderID': '902', 'instrument': 'EUR_USD', 'units': '1000.0', 'gainQuoteHomeConversionFactor': '0.899547527594', 'lossQuoteHomeConversionFactor': '0.899660827868', 'price': 1.11167, 'fullVWAP': 1.11167, 'fullPrice': {'type': 'PRICE', 'bids': [{'price': 1.11153, 'liquidity': '10000000'}], 'asks': [{'price': 1.11167, 'liquidity': '10000000'}], 'closeoutBid': 1.11153, 'closeoutAsk': 1.11167}, 'reason': 'MARKET_ORDER', 'pl': '0.0', 'financing': '0.0', 'commission': '0.0', 'guaranteedExecutionFee': '0.0', 'accountBalance': '99392.4254', 'tradeOpened': {'tradeID': '903', 'units': '1000.0', 'price': 1.11167, 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.063', 'initialMarginRequired': '33.3'}, 'halfSpreadCost': '0.063'} \n", "\n"]}], "source": ["api.create_order(instrument, 1000)"]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\n", "\n", " {'id': '905', 'time': '2020-06-01T12:10:20.994033040Z', 'userID': 13834683, 'accountID': '101-004-13834683-001', 'batchID': '904', 'requestID': '60716389480704952', 'type': 'ORDER_FILL', 'orderID': '904', 'instrument': 'EUR_USD', 'units': '-1500.0', 'gainQuoteHomeConversionFactor': '0.899547527594', 'lossQuoteHomeConversionFactor': '0.899660827868', 'price': 1.11153, 'fullVWAP': 1.11153, 'fullPrice': {'type': 'PRICE', 'bids': [{'price': 1.11153, 'liquidity': '10000000'}], 'asks': [{'price': 1.11167, 'liquidity': '9999000'}], 'closeoutBid': 1.11153, 'closeoutAsk': 1.11167}, 'reason': 'MARKET_ORDER', 'pl': '-0.126', 'financing': '0.0', 'commission': '0.0', 'guaranteedExecutionFee': '0.0', 'accountBalance': '99392.2994', 'tradeOpened': {'tradeID': '905', 'units': '-500.0', 'price': 1.11153, 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.0315', 'initialMarginRequired': '16.65'}, 'tradesClosed': [{'tradeID': '903', 'units': '-1000.0', 'price': 1.11153, 'realizedPL': '-0.126', 'financing': '0.0', 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.063'}], 'halfSpreadCost': '0.0945'} \n", "\n"]}], "source": ["api.create_order(instrument, -1500)"]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\n", "\n", " {'id': '907', 'time': '2020-06-01T12:10:21.153454837Z', 'userID': 13834683, 'accountID': '101-004-13834683-001', 'batchID': '906', 'requestID': '60716389484899631', 'type': 'ORDER_FILL', 'orderID': '906', 'instrument': 'EUR_USD', 'units': '500.0', 'gainQuoteHomeConversionFactor': '0.899547527594', 'lossQuoteHomeConversionFactor': '0.899660827868', 'price': 1.11167, 'fullVWAP': 1.11167, 'fullPrice': {'type': 'PRICE', 'bids': [{'price': 1.11153, 'liquidity': '9998500'}], 'asks': [{'price': 1.11167, 'liquidity': '9999000'}], 'closeoutBid': 1.11153, 'closeoutAsk': 1.11167}, 'reason': 'MARKET_ORDER', 'pl': '-0.063', 'financing': '0.0', 'commission': '0.0', 'guaranteedExecutionFee': '0.0', 'accountBalance': '99392.2364', 'tradesClosed': [{'tradeID': '905', 'units': '500.0', 'price': 1.11167, 'realizedPL': '-0.063', 'financing': '0.0', 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.0315'}], 'halfSpreadCost': '0.0315'} \n", "\n"]}], "source": ["api.create_order(instrument, 500)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Implementing Trading Strategies in Real-Time"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": ["import MomentumTrader as MT"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": ["mt = MT.MomentumTrader('../pyalgo.cfg',\n", "                       instrument=instrument,\n", "                       bar_length='15s',\n", "                       momentum=6,\n", "                       units=10000)"]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 \n", "\n", " {'id': '909', 'time': '2020-06-01T12:12:15.999798563Z', 'userID': 13834683, 'accountID': '101-004-13834683-001', 'batchID': '908', 'requestID': '24687592944511579', 'type': 'ORDER_FILL', 'orderID': '908', 'instrument': 'EUR_USD', 'units': '10000.0', 'gainQuoteHomeConversionFactor': '0.899547527594', 'lossQuoteHomeConversionFactor': '0.899652734045', 'price': 1.11167, 'fullVWAP': 1.11167, 'fullPrice': {'type': 'PRICE', 'bids': [{'price': 1.11154, 'liquidity': '10000000'}], 'asks': [{'price': 1.11167, 'liquidity': '10000000'}], 'closeoutBid': 1.11154, 'closeoutAsk': 1.11167}, 'reason': 'MARKET_ORDER', 'pl': '0.0', 'financing': '0.0', 'commission': '0.0', 'guaranteedExecutionFee': '0.0', 'accountBalance': '99392.2364', 'tradeOpened': {'tradeID': '909', 'units': '10000.0', 'price': 1.11167, 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.5847', 'initialMarginRequired': '333.0'}, 'halfSpreadCost': '0.5847'} \n", "\n", "69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 \n", "\n", " {'id': '911', 'time': '2020-06-01T12:13:48.497339577Z', 'userID': 13834683, 'accountID': '101-004-13834683-001', 'batchID': '910', 'requestID': '42701991845942185', 'type': 'ORDER_FILL', 'orderID': '910', 'instrument': 'EUR_USD', 'units': '-20000.0', 'gainQuoteHomeConversionFactor': '0.899612267113', 'lossQuoteHomeConversionFactor': '0.899717488709', 'price': 1.11146, 'fullVWAP': 1.11146, 'fullPrice': {'type': 'PRICE', 'bids': [{'price': 1.11146, 'liquidity': '10000000'}], 'asks': [{'price': 1.11159, 'liquidity': '10000000'}], 'closeoutBid': 1.11146, 'closeoutAsk': 1.11159}, 'reason': 'MARKET_ORDER', 'pl': '-1.8894', 'financing': '0.0', 'commission': '0.0', 'guaranteedExecutionFee': '0.0', 'accountBalance': '99390.347', 'tradeOpened': {'tradeID': '911', 'units': '-10000.0', 'price': 1.11146, 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.5848', 'initialMarginRequired': '333.0'}, 'tradesClosed': [{'tradeID': '909', 'units': '-10000.0', 'price': 1.11146, 'realizedPL': '-1.8894', 'financing': '0.0', 'guaranteedExecutionFee': '0.0', 'halfSpreadCost': '0.5848'}], 'halfSpreadCost': '1.1696'} \n", "\n", "138 139 140 141 142 143 144 145 146 147 148 149 150 "]}], "source": ["mt.stream_data(mt.instrument, stop=150)"]}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [{"data": {"text/plain": ["{'id': '913',\n", " 'time': '2020-06-01T12:13:59.975513465Z',\n", " 'userID': 13834683,\n", " 'accountID': '101-004-13834683-001',\n", " 'batchID': '912',\n", " 'requestID': '60716390399775646',\n", " 'type': 'ORDER_FILL',\n", " 'orderID': '912',\n", " 'instrument': 'EUR_USD',\n", " 'units': '10000.0',\n", " 'gainQuoteHomeConversionFactor': '0.899539435809',\n", " 'lossQuoteHomeConversionFactor': '0.899636546835',\n", " 'price': 1.11168,\n", " 'fullVWAP': 1.11168,\n", " 'fullPrice': {'type': 'PRICE',\n", "  'bids': [{'price': 1.11156, 'liquidity': '10000000'}],\n", "  'asks': [{'price': 1.11168, 'liquidity': '10000000'}],\n", "  'closeoutBid': 1.11156,\n", "  'closeoutAsk': 1.11168},\n", " 'reason': 'MARKET_ORDER',\n", " 'pl': '-1.9792',\n", " 'financing': '0.0',\n", " 'commission': '0.0',\n", " 'guaranteedExecutionFee': '0.0',\n", " 'accountBalance': '99388.3678',\n", " 'tradesClosed': [{'tradeID': '911',\n", "   'units': '10000.0',\n", "   'price': 1.11168,\n", "   'realizedPL': '-1.9792',\n", "   'financing': '0.0',\n", "   'guaranteedExecutionFee': '0.0',\n", "   'halfSpreadCost': '0.5398'}],\n", " 'halfSpreadCost': '0.5398'}"]}, "execution_count": 27, "metadata": {}, "output_type": "execute_result"}], "source": ["oo = mt.create_order(instrument, units=-mt.position * mt.units,\n", "                     ret=True, suppress=True)\n", "oo"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Retrieving Account Information"]}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [{"data": {"text/plain": ["{'id': '101-004-13834683-001',\n", " 'alias': 'Primary',\n", " 'currency': 'EUR',\n", " 'balance': '99388.3678',\n", " 'createdByUserID': 13834683,\n", " 'createdTime': '2020-03-19T06:08:14.363139403Z',\n", " 'guaranteedStopLossOrderMode': 'DISABLED',\n", " 'pl': '-564.3049',\n", " 'resettablePL': '-564.3049',\n", " 'resettablePLTime': '0',\n", " 'financing': '-47.3273',\n", " 'commission': '0.0',\n", " 'guaranteedExecutionFees': '0.0',\n", " 'marginRate': '0.01',\n", " 'openTradeCount': 1,\n", " 'openPositionCount': 1,\n", " 'pendingOrderCount': 0,\n", " 'hedgingEnabled': False,\n", " 'unrealizedPL': '270.4915',\n", " 'NAV': '99658.8593',\n", " 'marginUsed': '331.68',\n", " 'marginAvailable': '99327.1793',\n", " 'positionValue': '3316.8',\n", " 'marginCloseoutUnrealizedPL': '271.8555',\n", " 'marginCloseoutNAV': '99660.2233',\n", " 'marginCloseoutMarginUsed': '331.68',\n", " 'marginCloseoutPercent': '0.00166',\n", " 'marginCloseoutPositionValue': '3316.8',\n", " 'withdrawalLimit': '99327.1793',\n", " 'marginCallMarginUsed': '331.68',\n", " 'marginCallPercent': '0.00333',\n", " 'lastTransactionID': '913'}"]}, "execution_count": 28, "metadata": {}, "output_type": "execute_result"}], "source": ["api.get_account_summary()"]}, {"cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [{"data": {"text/plain": ["[{'id': '912',\n", "  'time': '2020-06-01T12:13:59.975513465Z',\n", "  'userID': 13834683,\n", "  'accountID': '101-004-13834683-001',\n", "  'batchID': '912',\n", "  'requestID': '60716390399775646',\n", "  'type': 'MARKET_ORDER',\n", "  'instrument': 'EUR_USD',\n", "  'units': '10000.0',\n", "  'timeInForce': 'FOK',\n", "  'positionFill': 'DEFAULT',\n", "  'reason': 'CLIENT_ORDER'},\n", " {'id': '913',\n", "  'time': '2020-06-01T12:13:59.975513465Z',\n", "  'userID': 13834683,\n", "  'accountID': '101-004-13834683-001',\n", "  'batchID': '912',\n", "  'requestID': '60716390399775646',\n", "  'type': 'ORDER_FILL',\n", "  'orderID': '912',\n", "  'instrument': 'EUR_USD',\n", "  'units': '10000.0',\n", "  'gainQuoteHomeConversionFactor': '0.899539435809',\n", "  'lossQuoteHomeConversionFactor': '0.899636546835',\n", "  'price': 1.11168,\n", "  'fullVWAP': 1.11168,\n", "  'fullPrice': {'type': 'PRICE',\n", "   'bids': [{'price': 1.11156, 'liquidity': '10000000'}],\n", "   'asks': [{'price': 1.11168, 'liquidity': '10000000'}],\n", "   'closeoutBid': 1.11156,\n", "   'closeoutAsk': 1.11168},\n", "  'reason': 'MARKET_ORDER',\n", "  'pl': '-1.9792',\n", "  'financing': '0.0',\n", "  'commission': '0.0',\n", "  'guaranteedExecutionFee': '0.0',\n", "  'accountBalance': '99388.3678',\n", "  'tradesClosed': [{'tradeID': '911',\n", "    'units': '10000.0',\n", "    'price': 1.11168,\n", "    'realizedPL': '-1.9792',\n", "    'financing': '0.0',\n", "    'guaranteedExecutionFee': '0.0',\n", "    'halfSpreadCost': '0.5398'}],\n", "  'halfSpreadCost': '0.5398'}]"]}, "execution_count": 29, "metadata": {}, "output_type": "execute_result"}], "source": ["api.get_transactions(tid=int(oo['id']) - 2)"]}, {"cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["  896 | 2020-06-01T12:05:17.943789810Z |   EUR_USD |       1000.0 |      0.0\n", "  898 | 2020-06-01T12:05:18.094374690Z |   EUR_USD |      -1500.0 |   -0.108\n", "  900 | 2020-06-01T12:05:18.262928049Z |   EUR_USD |        500.0 |   -0.054\n", "  903 | 2020-06-01T12:10:20.832960817Z |   EUR_USD |       1000.0 |      0.0\n", "  905 | 2020-06-01T12:10:20.994033040Z |   EUR_USD |      -1500.0 |   -0.126\n", "  907 | 2020-06-01T12:10:21.153454837Z |   EUR_USD |        500.0 |   -0.063\n", "  909 | 2020-06-01T12:12:15.999798563Z |   EUR_USD |      10000.0 |      0.0\n", "  911 | 2020-06-01T12:13:48.497339577Z |   EUR_USD |     -20000.0 |  -1.8894\n", "  913 | 2020-06-01T12:13:59.975513465Z |   EUR_USD |      10000.0 |  -1.9792\n"]}], "source": ["api.print_transactions(tid=int(oo['id']) - 18)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>\n", "\n", "<a href=\"http://tpq.io\" target=\"_blank\">http://tpq.io</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a> | <a href=\"mailto:training@tpq.io\">training@tpq.io</a>"]}], "metadata": {"anaconda-cloud": {}, "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6"}}, "nbformat": 4, "nbformat_minor": 4}